Enhanced modified moving average analysis of T-wave alternans using a curve matching method: a simulation study.
T-wave alternans (TWA) are beat-to-beat amplitude oscillations in the T-waves of electrocardiograms (ECGs). Numerous clinical studies have demonstrated the link between these oscillations and ventricular arrhythmias. Several methods have been developed in recent years to detect and quantify this important feature. Most methods estimate the amplitude differences between pairs of consecutive T-waves. One such method is known as modified moving average (MMA) analysis. The TWA magnitude is obtained by means of the maximum absolute difference of even and odd heartbeat series averages computed at T-waves or ST-T complexes. This method performs well for different levels of TWA, noise, and phase shifts, but it is sensitive to the alignment of the T-waves. In this paper we propose a preprocessing stage for the MMA method to ensure an optimal alignment of such averages. The alignment is performed by means of a continuous time warping technique. Our assessment study demonstrates the improved performance of the proposed algorithm.
Cuesta-Frau
D
D
Technological Institute of Informatics, Polytechnic University of Valencia, Campus Alcoi Plaza Ferrándiz y Carbonell, 2, 03801 Alcoi, Spain. dcuesta@disca.upv.es
Micó-Tormos
Pau
P
Aboy
M
M
Biagetti
Marcelo O
MO
Austin
D
D
Quinteiro
Ricardo A
RA
D001145:Arrhythmias, Cardiac / Q000175:diagnosis* / Q000503:physiopathology; D003198:Computer Simulation; D004560:Electricity; D004562:Electrocardiography / Q000379:methods; D006801:Humans; D008955:Models, Cardiovascular; D012815:Signal Processing, Computer-Assisted